Pandas Profiling Report

Dataset statistics

Number of variables	21
Number of observations	9879
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 MiB
Average record size in memory	168.0 B

Variable types

NUM	10
CAT	7
BOOL	4

Reproduction

Analysis started	2020-06-30 23:28:45.453512
Analysis finished	2020-06-30 23:29:01.210819
Duration	15.76 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`blueCSPerMin` is highly correlated with `blueTotalMinionsKilled`	High correlation
`blueTotalMinionsKilled` is highly correlated with `blueCSPerMin`	High correlation
`blueGoldPerMin` is highly correlated with `blueTotalGold`	High correlation
`blueTotalGold` is highly correlated with `blueGoldPerMin`	High correlation
`gameId` has unique values	Unique
`blueWardsDestroyed` has 745 (7.5%) zeros	Zeros
`blueAssists` has 217 (2.2%) zeros	Zeros
`blueTowersDestroyed` has 9415 (95.3%) zeros	Zeros

gameId
Real number (ℝ_≥0)

UNIQUE

Distinct count	9879
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4500084044.8455305
Minimum	4295358071
Maximum	4527990640
Zeros	0
Zeros (%)	0.0%
Memory size	77.2 KiB

Quantile statistics

Minimum	4295358071
5-th percentile	4448162119
Q1	4483301169
median	4510920346
Q3	4521733208
95-th percentile	4526401226
Maximum	4527990640
Range	232632569
Interquartile range (IQR)	38432039.5

Descriptive statistics

Standard deviation	27573278.49
Coefficient of variation (CV)	0.006127280783
Kurtosis	3.334606538
Mean	4500084045
Median Absolute Deviation (MAD)	13393261
Skewness	-1.459122438
Sum	4.445633028e+13
Variance	7.602856867e+14

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4458383359	1	< 0.1%
4492870986	1	< 0.1%
4447992971	1	< 0.1%
4517889362	1	< 0.1%
4524077612	1	< 0.1%
4491128143	1	< 0.1%
4492253992	1	< 0.1%
4527078434	1	< 0.1%
4524068171	1	< 0.1%
4466040137	1	< 0.1%
Other values (9869)	9869	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4295358071	1	< 0.1%
4296004784	1	< 0.1%
4296036692	1	< 0.1%
4296354535	1	< 0.1%
4297209068	1	< 0.1%

Value	Count	Frequency (%)
4527990640	1	< 0.1%
4527960459	1	< 0.1%
4527909697	1	< 0.1%
4527908858	1	< 0.1%
4527898486	1	< 0.1%

blueWins
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

No	4949
Yes	4930

Frequency Table

Value	Count	Frequency (%)
No	4949	50.1%
Yes	4930	49.9%

blueWardsPlaced
Real number (ℝ_≥0)

Distinct count	147
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	22.28828828828829
Minimum	5
Maximum	250
Zeros	0
Zeros (%)	0.0%
Memory size	77.2 KiB

Quantile statistics

Minimum	5
5-th percentile	12
Q1	14
median	16
Q3	20
95-th percentile	53
Maximum	250
Range	245
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	18.01917652
Coefficient of variation (CV)	0.8084594152
Kurtosis	23.43945163
Mean	22.28828829
Median Absolute Deviation (MAD)	2
Skewness	4.136352605
Sum	220186
Variance	324.6907223

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
16	1255	12.7%
15	1217	12.3%
17	988	10.0%
14	974	9.9%
18	831	8.4%
13	694	7.0%
19	483	4.9%
12	447	4.5%
20	288	2.9%
11	239	2.4%
Other values (137)	2463	24.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	2	< 0.1%
7	1	< 0.1%
8	16	0.2%
9	39	0.4%
10	96	1.0%

Value	Count	Frequency (%)
250	1	< 0.1%
221	1	< 0.1%
209	1	< 0.1%
203	1	< 0.1%
198	1	< 0.1%

blueWardsDestroyed
Real number (ℝ_≥0)

ZEROS

Distinct count	27
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.824881060836117
Minimum	0
Maximum	27
Zeros	745
Zeros (%)	7.5%
Memory size	77.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	4
95-th percentile	6
Maximum	27
Range	27
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.174998382
Coefficient of variation (CV)	0.7699433482
Kurtosis	17.19675844
Mean	2.824881061
Median Absolute Deviation (MAD)	1
Skewness	2.845981594
Sum	27907
Variance	4.730617963

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	2357	23.9%
3	2116	21.4%
1	1790	18.1%
4	1413	14.3%
5	746	7.6%
0	745	7.5%
6	345	3.5%
7	163	1.6%
8	68	0.7%
9	22	0.2%
Other values (17)	114	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	745	7.5%
1	1790	18.1%
2	2357	23.9%
3	2116	21.4%
4	1413	14.3%

Value	Count	Frequency (%)
27	1	< 0.1%
25	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	2	< 0.1%

blueFirstBlood
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

Yes	4987
No	4892

Frequency Table

Value	Count	Frequency (%)
Yes	4987	50.5%
No	4892	49.5%

blueKills
Real number (ℝ_≥0)

Distinct count	21
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.18392549853224
Minimum	0
Maximum	22
Zeros	63
Zeros (%)	0.6%
Memory size	77.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	6
Q3	8
95-th percentile	12
Maximum	22
Range	22
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.011027975
Coefficient of variation (CV)	0.4869120716
Kurtosis	0.2637881975
Mean	6.183925499
Median Absolute Deviation (MAD)	2
Skewness	0.5385175399
Sum	61091
Variance	9.066289468

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	1322	13.4%
5	1302	13.2%
4	1186	12.0%
7	1138	11.5%
8	942	9.5%
3	917	9.3%
9	717	7.3%
2	609	6.2%
10	527	5.3%
11	340	3.4%
Other values (11)	879	8.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	63	0.6%
1	313	3.2%
2	609	6.2%
3	917	9.3%
4	1186	12.0%

Value	Count	Frequency (%)
22	1	< 0.1%
19	2	< 0.1%
18	4	< 0.1%
17	13	0.1%
16	30	0.3%

blueDeaths
Real number (ℝ_≥0)

Distinct count	21
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.137665755643284
Minimum	0
Maximum	22
Zeros	72
Zeros (%)	0.7%
Memory size	77.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	6
Q3	8
95-th percentile	11
Maximum	22
Range	22
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.933817709
Coefficient of variation (CV)	0.4780021959
Kurtosis	0.2140976082
Mean	6.137665756
Median Absolute Deviation (MAD)	2
Skewness	0.5074928208
Sum	60634
Variance	8.607286351

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	1341	13.6%
6	1293	13.1%
4	1221	12.4%
7	1188	12.0%
8	942	9.5%
3	934	9.5%
9	734	7.4%
2	603	6.1%
10	494	5.0%
11	331	3.4%
Other values (11)	798	8.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	72	0.7%
1	270	2.7%
2	603	6.1%
3	934	9.5%
4	1221	12.4%

Value	Count	Frequency (%)
22	1	< 0.1%
19	2	< 0.1%
18	2	< 0.1%
17	8	0.1%
16	20	0.2%

blueAssists
Real number (ℝ_≥0)

ZEROS

Distinct count	30
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.645105779937241
Minimum	0
Maximum	29
Zeros	217
Zeros (%)	2.2%
Memory size	77.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	6
Q3	9
95-th percentile	14
Maximum	29
Range	29
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.0645199
Coefficient of variation (CV)	0.6116561623
Kurtosis	1.159114492
Mean	6.64510578
Median Absolute Deviation (MAD)	3
Skewness	0.8902611921
Sum	65647
Variance	16.52032202

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	1068	10.8%
4	1010	10.2%
6	935	9.5%
3	926	9.4%
7	880	8.9%
8	843	8.5%
2	731	7.4%
9	648	6.6%
10	541	5.5%
1	468	4.7%
Other values (20)	1829	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	217	2.2%
1	468	4.7%
2	731	7.4%
3	926	9.4%
4	1010	10.2%

Value	Count	Frequency (%)
29	2	< 0.1%
28	1	< 0.1%
27	1	< 0.1%
26	3	< 0.1%
25	7	0.1%

blueEliteMonsters
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

0	5156
1	4013
2	710

Common Values
Length

Value	Count	Frequency (%)
0	5156	52.2%
1	4013	40.6%
2	710	7.2%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

blueDragons
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

0	6303
1	3576

Frequency Table

Value	Count	Frequency (%)
0	6303	63.8%
1	3576	36.2%

blueHeralds
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

0	8022
1	1857

Frequency Table

Value	Count	Frequency (%)
0	8022	81.2%
1	1857	18.8%

blueTowersDestroyed
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05142220872557951
Minimum	0
Maximum	4
Zeros	9415
Zeros (%)	95.3%
Memory size	77.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2443691686
Coefficient of variation (CV)	4.752210662
Kurtosis	39.85959574
Mean	0.05142220873
Median Absolute Deviation (MAD)	0
Skewness	5.590241464
Sum	508
Variance	0.05971629054

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9415	95.3%
1	429	4.3%
2	27	0.3%
3	7	0.1%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9415	95.3%
1	429	4.3%
2	27	0.3%
3	7	0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
3	7	0.1%
2	27	0.3%
1	429	4.3%
0	9415	95.3%

blueTotalGold
Categorical

HIGH CORRELATION

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

Normal	5206
Few	3632
Many	919
Very Few	69
Very Many	53

Common Values
Length

Value	Count	Frequency (%)
Normal	5206	52.7%
Few	3632	36.8%
Many	919	9.3%
Very Few	69	0.7%
Very Many	53	0.5%

Length

Max length	9
Median length	6
Mean length	4.74106691
Min length	3

blueAvgLevel
Real number (ℝ_≥0)

Distinct count	17
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.916003644093531
Minimum	4.6
Maximum	8.0
Zeros	0
Zeros (%)	0.0%
Memory size	77.2 KiB

Quantile statistics

Minimum	4.6
5-th percentile	6.4
Q1	6.8
median	7
Q3	7.2
95-th percentile	7.4
Maximum	8
Range	3.4
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3051458223
Coefficient of variation (CV)	0.04412169773
Kurtosis	1.116166722
Mean	6.916003644
Median Absolute Deviation (MAD)	0.2
Skewness	-0.3385015794
Sum	68323.2
Variance	0.09311397286

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	2611	26.4%
6.8	2442	24.7%
7.2	1779	18.0%
6.6	1339	13.6%
7.4	684	6.9%
6.4	578	5.9%
6.2	175	1.8%
7.6	174	1.8%
6	43	0.4%
7.8	28	0.3%
Other values (7)	26	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.6	1	< 0.1%
4.8	1	< 0.1%
5.2	2	< 0.1%
5.4	3	< 0.1%
5.6	4	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7.8	28	0.3%
7.6	174	1.8%
7.4	684	6.9%
7.2	1779	18.0%

blueTotalExperience
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

Normal	5658
High	4192
Low	29

Common Values
Length

Value	Count	Frequency (%)
Normal	5658	57.3%
High	4192	42.4%
Low	29	0.3%

Length

Max length	6
Median length	6
Mean length	5.142524547
Min length	3

blueTotalMinionsKilled
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

Normal	5047
High	4784
Low	48

Common Values
Length

Value	Count	Frequency (%)
Normal	5047	51.1%
High	4784	48.4%
Low	48	0.5%

Length

Max length	6
Median length	6
Mean length	5.016904545
Min length	3

blueTotalJungleMinionsKilled
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

Normal	8406
High	1307
Low	166

Common Values
Length

Value	Count	Frequency (%)
Normal	8406	85.1%
High	1307	13.2%
Low	166	1.7%

Length

Max length	6
Median length	6
Mean length	5.684988359
Min length	3

blueGoldDiff
Real number (ℝ)

Distinct count	6047
Unique (%)	61.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.414110739953436
Minimum	-10830
Maximum	11467
Zeros	2
Zeros (%)	< 0.1%
Memory size	77.2 KiB

Quantile statistics

Minimum	-10830
5-th percentile	-4033.2
Q1	-1585.5
median	14
Q3	1596
95-th percentile	4074
Maximum	11467
Range	22297
Interquartile range (IQR)	3181.5

Descriptive statistics

Standard deviation	2453.349179
Coefficient of variation (CV)	170.2046851
Kurtosis	0.2994089
Mean	14.41411074
Median Absolute Deviation (MAD)	1592
Skewness	0.03003750876
Sum	142397
Variance	6018922.196

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
428	8	0.1%
1167	7	0.1%
-1806	7	0.1%
-1208	6	0.1%
-355	6	0.1%
-211	6	0.1%
-2564	6	0.1%
-418	6	0.1%
-978	6	0.1%
-259	6	0.1%
Other values (6037)	9815	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10830	1	< 0.1%
-10329	1	< 0.1%
-9341	1	< 0.1%
-9152	1	< 0.1%
-8472	1	< 0.1%

Value	Count	Frequency (%)
11467	1	< 0.1%
8977	1	< 0.1%
8863	1	< 0.1%
8776	1	< 0.1%
8667	1	< 0.1%

blueExperienceDiff
Real number (ℝ)

Distinct count	5356
Unique (%)	54.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-33.62030569895738
Minimum	-9333
Maximum	8348
Zeros	1
Zeros (%)	< 0.1%
Memory size	77.2 KiB

Quantile statistics

Minimum	-9333
5-th percentile	-3206.1
Q1	-1290.5
median	-28
Q3	1212
95-th percentile	3109.3
Maximum	8348
Range	17681
Interquartile range (IQR)	2502.5

Descriptive statistics

Standard deviation	1920.370438
Coefficient of variation (CV)	-57.11936279
Kurtosis	0.3648478761
Mean	-33.6203057
Median Absolute Deviation (MAD)	1252
Skewness	0.02287603635
Sum	-332135
Variance	3687822.62

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
63	8	0.1%
-29	7	0.1%
-1025	7	0.1%
-226	7	0.1%
-298	7	0.1%
411	7	0.1%
-1476	7	0.1%
-1142	6	0.1%
241	6	0.1%
1938	6	0.1%
Other values (5346)	9811	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9333	1	< 0.1%
-8531	1	< 0.1%
-8290	1	< 0.1%
-8242	1	< 0.1%
-7340	1	< 0.1%

Value	Count	Frequency (%)
8348	1	< 0.1%
8265	1	< 0.1%
7645	1	< 0.1%
7621	1	< 0.1%
7609	1	< 0.1%

blueCSPerMin
Categorical

HIGH CORRELATION

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

Normal	5047
High	4784
Low	48

Common Values
Length

Value	Count	Frequency (%)
Normal	5047	51.1%
High	4784	48.4%
Low	48	0.5%

Length

Max length	6
Median length	6
Mean length	5.016904545
Min length	3

blueGoldPerMin
Categorical

HIGH CORRELATION

Distinct count	5
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	77.2 KiB

Normal	5206
Few	3632
Many	919
Very Few	69
Very Many	53

Common Values
Length

Value	Count	Frequency (%)
Normal	5206	52.7%
Few	3632	36.8%
Many	919	9.3%
Very Few	69	0.7%
Very Many	53	0.5%

Length

Max length	9
Median length	6
Mean length	4.74106691
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	gameId	blueWins	blueWardsPlaced	blueWardsDestroyed	blueFirstBlood	blueKills	blueDeaths	blueAssists	blueEliteMonsters	blueDragons	blueHeralds	blueTotalGold	blueAvgLevel	blueTotalExperience	blueTotalMinionsKilled	blueTotalJungleMinionsKilled	blueGoldDiff	blueExperienceDiff	blueCSPerMin	blueGoldPerMin
0	4519157822	No	28	2	Yes	9	6	11	0	0	0	Normal	6.6	Normal	Normal	Normal	643	-8	Normal	Normal
1	4523371949	No	12	1	No	5	5	5	0	0	0	Few	6.6	Normal	Normal	Normal	-2908	-1173	Normal	Few
2	4521474530	No	15	0	No	7	11	4	1	1	0	Normal	6.4	Normal	Normal	Normal	-1172	-1033	Normal	Normal
3	4524384067	No	43	1	No	4	5	5	1	0	1	Few	7.0	Normal	Normal	Normal	-1321	-7	Normal	Few
4	4436033771	No	75	4	No	6	6	6	0	0	0	Normal	7.0	High	Normal	Normal	-1004	230	Normal	Normal
5	4475365709	Yes	18	0	No	5	3	6	1	1	0	Few	7.0	Normal	High	Normal	698	101	High	Few
6	4493010632	Yes	18	3	Yes	7	6	7	1	1	0	Normal	6.8	Normal	High	Normal	2411	1563	High	Normal
7	4496759358	No	16	2	No	5	13	3	0	0	0	Few	6.4	Normal	Normal	Normal	-2615	-800	Normal	Few
8	4443048030	No	16	3	No	7	7	8	0	0	0	Normal	7.2	High	Normal	Normal	-1979	-771	Normal	Normal
9	4509433346	Yes	13	1	Yes	4	5	5	1	1	0	Few	6.8	Normal	High	Normal	-1548	-1574	High	Few

Last rows

	gameId	blueWins	blueWardsPlaced	blueWardsDestroyed	blueFirstBlood	blueKills	blueDeaths	blueAssists	blueEliteMonsters	blueDragons	blueHeralds	blueTotalGold	blueAvgLevel	blueTotalExperience	blueTotalMinionsKilled	blueTotalJungleMinionsKilled	blueGoldDiff	blueExperienceDiff	blueCSPerMin	blueGoldPerMin
9869	4527875317	No	12	1	No	9	12	12	1	1	0	Normal	7.0	High	Normal	Normal	-2121	-1038	Normal	Normal
9870	4527811425	Yes	46	2	Yes	5	3	2	0	0	0	Normal	7.2	High	High	High	1974	1712	High	Normal
9871	4527715781	No	12	2	No	4	5	5	2	1	1	Few	6.8	High	Normal	Normal	-727	343	Normal	Few
9872	4527650398	Yes	12	0	Yes	7	7	9	0	0	0	Normal	7.0	Normal	High	Normal	756	1	High	Normal
9873	4527878058	Yes	18	2	Yes	12	6	13	0	0	0	Many	7.2	High	Normal	Normal	2639	2364	Normal	Many
9874	4527873286	Yes	17	2	Yes	7	4	5	1	1	0	Normal	7.2	High	Normal	High	2519	2469	Normal	Normal
9875	4527797466	Yes	54	0	No	6	4	8	1	1	0	Normal	7.2	High	High	Normal	782	888	High	Normal
9876	4527713716	No	23	1	No	6	7	5	0	0	0	Few	7.0	Normal	Normal	Normal	-2416	-1877	Normal	Few
9877	4527628313	No	14	4	Yes	2	3	3	1	1	0	Few	6.6	Normal	High	Normal	-839	-1085	High	Few
9878	4523772935	Yes	18	0	Yes	6	6	5	0	0	0	Normal	7.0	Normal	Normal	Normal	927	-58	Normal	Normal

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows